Importing the Libraries

In [1]:
from google.colab import drive
drive.mount('/content/drive')
Mounted at /content/drive
In [1]:
import warnings
warnings.filterwarnings('ignore')
In [3]:
import numpy as np
import pandas as pd
import os
import shutil as sh
from IPython.display import Image
import torch
In [4]:
import torch
from IPython.display import Image
import shutil
import os
from random import choice
In [5]:
!unzip "/content/drive/MyDrive/4/acdcfogg.v3i.yolov5pytorch.zip" -d "/content/drive/MyDrive/4/data"
Archive:  /content/drive/MyDrive/4/acdcfogg.v3i.yolov5pytorch.zip
 extracting: /content/drive/MyDrive/4/data/README.dataset.txt  
 extracting: /content/drive/MyDrive/4/data/README.roboflow.txt  
 extracting: /content/drive/MyDrive/4/data/data.yaml  
   creating: /content/drive/MyDrive/4/data/test/
   creating: /content/drive/MyDrive/4/data/test/images/
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 extracting: /content/drive/MyDrive/4/data/train/labels/a1_jpg.rf.9a4d646326ac3655de8ab4b975a36024.txt  
   creating: /content/drive/MyDrive/4/data/valid/
   creating: /content/drive/MyDrive/4/data/valid/images/
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Cloning YoloV5 git Repo

In [5]:
!git clone https://github.com/ultralytics/yolov5
Cloning into 'yolov5'...
remote: Enumerating objects: 16114, done.
remote: Counting objects: 100% (25/25), done.
remote: Compressing objects: 100% (24/24), done.
remote: Total 16114 (delta 8), reused 10 (delta 1), pack-reused 16089
Receiving objects: 100% (16114/16114), 14.79 MiB | 21.15 MiB/s, done.
Resolving deltas: 100% (11032/11032), done.
In [6]:
%cd /content/yolov5/
/content/yolov5

Installing YoloV5 requirements files

In [7]:
!pip install -r requirements.txt
Collecting gitpython>=3.1.30 (from -r requirements.txt (line 5))
  Downloading GitPython-3.1.40-py3-none-any.whl (190 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 190.6/190.6 kB 4.0 MB/s eta 0:00:00
Requirement already satisfied: matplotlib>=3.3 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 6)) (3.7.1)
Requirement already satisfied: numpy>=1.22.2 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 7)) (1.23.5)
Requirement already satisfied: opencv-python>=4.1.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 8)) (4.8.0.76)
Collecting Pillow>=10.0.1 (from -r requirements.txt (line 9))
  Downloading Pillow-10.1.0-cp310-cp310-manylinux_2_28_x86_64.whl (3.6 MB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 3.6/3.6 MB 51.0 MB/s eta 0:00:00
Requirement already satisfied: psutil in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 10)) (5.9.5)
Requirement already satisfied: PyYAML>=5.3.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 11)) (6.0.1)
Requirement already satisfied: requests>=2.23.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 12)) (2.31.0)
Requirement already satisfied: scipy>=1.4.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 13)) (1.11.4)
Collecting thop>=0.1.1 (from -r requirements.txt (line 14))
  Downloading thop-0.1.1.post2209072238-py3-none-any.whl (15 kB)
Requirement already satisfied: torch>=1.8.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 15)) (2.1.0+cu121)
Requirement already satisfied: torchvision>=0.9.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 16)) (0.16.0+cu121)
Requirement already satisfied: tqdm>=4.64.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 17)) (4.66.1)
Collecting ultralytics>=8.0.147 (from -r requirements.txt (line 18))
  Downloading ultralytics-8.0.229-py3-none-any.whl (663 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 663.2/663.2 kB 65.9 MB/s eta 0:00:00
Requirement already satisfied: pandas>=1.1.4 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 27)) (1.5.3)
Requirement already satisfied: seaborn>=0.11.0 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 28)) (0.12.2)
Requirement already satisfied: setuptools>=65.5.1 in /usr/local/lib/python3.10/dist-packages (from -r requirements.txt (line 42)) (67.7.2)
Collecting gitdb<5,>=4.0.1 (from gitpython>=3.1.30->-r requirements.txt (line 5))
  Downloading gitdb-4.0.11-py3-none-any.whl (62 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 62.7/62.7 kB 9.8 MB/s eta 0:00:00
Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (1.2.0)
Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (0.12.1)
Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (4.46.0)
Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (1.4.5)
Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (23.2)
Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (3.1.1)
Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3->-r requirements.txt (line 6)) (2.8.2)
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Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests>=2.23.0->-r requirements.txt (line 12)) (2.0.7)
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Requirement already satisfied: filelock in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r requirements.txt (line 15)) (3.13.1)
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Requirement already satisfied: networkx in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r requirements.txt (line 15)) (3.2.1)
Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r requirements.txt (line 15)) (3.1.2)
Requirement already satisfied: fsspec in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r requirements.txt (line 15)) (2023.6.0)
Requirement already satisfied: triton==2.1.0 in /usr/local/lib/python3.10/dist-packages (from torch>=1.8.0->-r requirements.txt (line 15)) (2.1.0)
Requirement already satisfied: py-cpuinfo in /usr/local/lib/python3.10/dist-packages (from ultralytics>=8.0.147->-r requirements.txt (line 18)) (9.0.0)
Requirement already satisfied: pytz>=2020.1 in /usr/local/lib/python3.10/dist-packages (from pandas>=1.1.4->-r requirements.txt (line 27)) (2023.3.post1)
Collecting smmap<6,>=3.0.1 (from gitdb<5,>=4.0.1->gitpython>=3.1.30->-r requirements.txt (line 5))
  Downloading smmap-5.0.1-py3-none-any.whl (24 kB)
Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib>=3.3->-r requirements.txt (line 6)) (1.16.0)
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Requirement already satisfied: mpmath>=0.19 in /usr/local/lib/python3.10/dist-packages (from sympy->torch>=1.8.0->-r requirements.txt (line 15)) (1.3.0)
Installing collected packages: smmap, Pillow, gitdb, thop, gitpython, ultralytics
  Attempting uninstall: Pillow
    Found existing installation: Pillow 9.4.0
    Uninstalling Pillow-9.4.0:
      Successfully uninstalled Pillow-9.4.0
ERROR: pip's dependency resolver does not currently take into account all the packages that are installed. This behaviour is the source of the following dependency conflicts.
imageio 2.31.6 requires pillow<10.1.0,>=8.3.2, but you have pillow 10.1.0 which is incompatible.
Successfully installed Pillow-10.1.0 gitdb-4.0.11 gitpython-3.1.40 smmap-5.0.1 thop-0.1.1.post2209072238 ultralytics-8.0.229

Downloading dataset.yaml file from google cloud for the dataset

In [8]:
with open(r'/content/drive/MyDrive/4/data/data.yaml', 'r') as file:
    lines = file.readlines()
    print(lines)
['train: /content/drive/MyDrive/4/data/train/images\n', 'val: /content/drive/MyDrive/4/data/valid/images\n', '\n', '\n', 'nc: 10\n', "names: ['0- person', '1- bicycle', '2- car', '3- motorcycle', '4- airplane', '5- bus', '6- train', '7- truck', '8- boat', '9- traffic light']\n", '\n', 'roboflow:\n', '  workspace: debasiskumaredugmailcom-oadi4\n', '  project: acdcfogg\n', '  version: 3\n', '  license: CC BY 4.0\n', '  url: https://universe.roboflow.com/debasiskumaredugmailcom-oadi4/acdcfogg/dataset/3']
In [2]:
ML_Model = []
precision = []
recall = []
mAP = []

#function to call for storing the results
def storeResults(model, a,b,c):
    ML_Model.append(model)
    precision.append(round(a, 3))
    recall.append(round(b, 3))
    mAP.append(round(c, 3))

Yolo V5x6

In [9]:
!wandb disabled
!python train.py --img 415 --batch 2 --epochs 50 --data /content/drive/MyDrive/4/data/data.yaml --weights yolov5x6.pt --cache --workers 2
/bin/bash: line 1: wandb: command not found
2023-12-26 18:52:53.559496: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
2023-12-26 18:52:53.559539: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
2023-12-26 18:52:53.560946: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
train: weights=yolov5x6.pt, cfg=, data=/content/drive/MyDrive/4/data/data.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=50, batch_size=2, imgsz=415, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=ram, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=2, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
github: up to date with https://github.com/ultralytics/yolov5 ✅
YOLOv5 🚀 v7.0-253-g63555c8 Python-3.10.12 torch-2.1.0+cu121 CUDA:0 (Tesla T4, 15102MiB)

hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Comet: run 'pip install comet_ml' to automatically track and visualize YOLOv5 🚀 runs in Comet
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Downloading https://ultralytics.com/assets/Arial.ttf to /root/.config/Ultralytics/Arial.ttf...
100% 755k/755k [00:00<00:00, 4.86MB/s]
Downloading https://github.com/ultralytics/yolov5/releases/download/v7.0/yolov5x6.pt to yolov5x6.pt...
100% 270M/270M [00:03<00:00, 75.9MB/s]

Overriding model.yaml nc=80 with nc=10

                 from  n    params  module                                  arguments                     
  0                -1  1      8800  models.common.Conv                      [3, 80, 6, 2, 2]              
  1                -1  1    115520  models.common.Conv                      [80, 160, 3, 2]               
  2                -1  4    309120  models.common.C3                        [160, 160, 4]                 
  3                -1  1    461440  models.common.Conv                      [160, 320, 3, 2]              
  4                -1  8   2259200  models.common.C3                        [320, 320, 8]                 
  5                -1  1   1844480  models.common.Conv                      [320, 640, 3, 2]              
  6                -1 12  13125120  models.common.C3                        [640, 640, 12]                
  7                -1  1   5531520  models.common.Conv                      [640, 960, 3, 2]              
  8                -1  4  11070720  models.common.C3                        [960, 960, 4]                 
  9                -1  1  11061760  models.common.Conv                      [960, 1280, 3, 2]             
 10                -1  4  19676160  models.common.C3                        [1280, 1280, 4]               
 11                -1  1   4099840  models.common.SPPF                      [1280, 1280, 5]               
 12                -1  1   1230720  models.common.Conv                      [1280, 960, 1, 1]             
 13                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 14           [-1, 8]  1         0  models.common.Concat                    [1]                           
 15                -1  4  11992320  models.common.C3                        [1920, 960, 4, False]         
 16                -1  1    615680  models.common.Conv                      [960, 640, 1, 1]              
 17                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 18           [-1, 6]  1         0  models.common.Concat                    [1]                           
 19                -1  4   5332480  models.common.C3                        [1280, 640, 4, False]         
 20                -1  1    205440  models.common.Conv                      [640, 320, 1, 1]              
 21                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 22           [-1, 4]  1         0  models.common.Concat                    [1]                           
 23                -1  4   1335040  models.common.C3                        [640, 320, 4, False]          
 24                -1  1    922240  models.common.Conv                      [320, 320, 3, 2]              
 25          [-1, 20]  1         0  models.common.Concat                    [1]                           
 26                -1  4   4922880  models.common.C3                        [640, 640, 4, False]          
 27                -1  1   3687680  models.common.Conv                      [640, 640, 3, 2]              
 28          [-1, 16]  1         0  models.common.Concat                    [1]                           
 29                -1  4  11377920  models.common.C3                        [1280, 960, 4, False]         
 30                -1  1   8296320  models.common.Conv                      [960, 960, 3, 2]              
 31          [-1, 12]  1         0  models.common.Concat                    [1]                           
 32                -1  4  20495360  models.common.C3                        [1920, 1280, 4, False]        
 33  [23, 26, 29, 32]  1    144180  models.yolo.Detect                      [10, [[19, 27, 44, 40, 38, 94], [96, 68, 86, 152, 180, 137], [140, 301, 303, 264, 238, 542], [436, 615, 739, 380, 925, 792]], [320, 640, 960, 1280]]
Model summary: 575 layers, 140121940 parameters, 140121940 gradients, 208.9 GFLOPs

Transferred 955/963 items from yolov5x6.pt
AMP: checks passed ✅
WARNING ⚠️ --img-size 415 must be multiple of max stride 64, updating to 448
optimizer: SGD(lr=0.01) with parameter groups 159 weight(decay=0.0), 163 weight(decay=0.0005), 163 bias
albumentations: Blur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))
train: Scanning /content/drive/MyDrive/4/data/train/labels.cache... 639 images, 0 backgrounds, 0 corrupt: 100% 639/639 [00:00<?, ?it/s]
train: Caching images (0.4GB ram): 100% 639/639 [00:15<00:00, 41.49it/s]
val: Scanning /content/drive/MyDrive/4/data/valid/labels.cache... 180 images, 0 backgrounds, 0 corrupt: 100% 180/180 [00:00<?, ?it/s]
val: Caching images (0.1GB ram): 100% 180/180 [00:01<00:00, 151.84it/s]

AutoAnchor: 2.40 anchors/target, 0.947 Best Possible Recall (BPR). Anchors are a poor fit to dataset ⚠️, attempting to improve...
AutoAnchor: WARNING ⚠️ Extremely small objects found: 14 of 3765 labels are <3 pixels in size
AutoAnchor: Running kmeans for 12 anchors on 3765 points...
AutoAnchor: Evolving anchors with Genetic Algorithm: fitness = 0.7979: 100% 1000/1000 [00:00<00:00, 1382.52it/s]
AutoAnchor: thr=0.25: 1.0000 best possible recall, 6.96 anchors past thr
AutoAnchor: n=12, img_size=448, metric_all=0.348/0.798-mean/best, past_thr=0.507-mean: 6,10, 10,14, 6,22, 13,19, 11,37, 20,26, 29,37, 47,45, 33,109, 74,81, 109,204, 162,283
AutoAnchor: Done ✅ (optional: update model *.yaml to use these anchors in the future)
Plotting labels to runs/train/exp/labels.jpg... 
Image sizes 448 train, 448 val
Using 2 dataloader workers
Logging results to runs/train/exp
Starting training for 50 epochs...

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       0/49      3.04G     0.1397    0.01413    0.06229          7        448:   0% 0/320 [00:01<?, ?it/s]WARNING ⚠️ TensorBoard graph visualization failure Sizes of tensors must match except in dimension 1. Expected size 14 but got size 13 for tensor number 1 in the list.
       0/49      3.47G     0.1246    0.02446    0.04736         15        448: 100% 320/320 [00:52<00:00,  6.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:05<00:00,  7.69it/s]
                   all        180       1126      0.471     0.0262     0.0187    0.00452

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       1/49      3.47G     0.1044    0.02223    0.03009         15        448: 100% 320/320 [00:47<00:00,  6.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:05<00:00,  8.00it/s]
                   all        180       1126      0.365     0.0861     0.0263    0.00798

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       2/49      3.47G     0.1025    0.02073    0.02578          4        448: 100% 320/320 [00:46<00:00,  6.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00,  9.91it/s]
                   all        180       1126      0.665     0.0954     0.0858     0.0275

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       3/49      3.47G    0.09848    0.01801    0.02358          5        448: 100% 320/320 [00:46<00:00,  6.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.86it/s]
                   all        180       1126      0.701      0.187      0.154     0.0486

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       4/49      3.47G    0.09398    0.02022    0.02153          7        448: 100% 320/320 [00:46<00:00,  6.85it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.82it/s]
                   all        180       1126       0.74      0.175      0.228     0.0718

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       5/49      3.47G     0.0877    0.01914    0.02003          0        448: 100% 320/320 [00:46<00:00,  6.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.78it/s]
                   all        180       1126      0.781      0.183      0.255     0.0982

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       6/49      3.47G    0.08417    0.01949    0.01925         10        448: 100% 320/320 [00:46<00:00,  6.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.06it/s]
                   all        180       1126      0.629      0.277      0.301      0.137

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       7/49      3.47G    0.07982     0.0191    0.01833          9        448: 100% 320/320 [00:46<00:00,  6.88it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.68it/s]
                   all        180       1126      0.584      0.365      0.321       0.15

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       8/49      3.47G    0.08167    0.01952    0.01782         12        448: 100% 320/320 [00:46<00:00,  6.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.05it/s]
                   all        180       1126      0.587      0.353      0.289      0.124

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       9/49      3.47G    0.07757    0.01872    0.01641          4        448: 100% 320/320 [00:46<00:00,  6.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.93it/s]
                   all        180       1126      0.577      0.368      0.321      0.167

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      10/49      3.47G    0.07754    0.01975    0.01701         19        448: 100% 320/320 [00:46<00:00,  6.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.95it/s]
                   all        180       1126      0.664      0.361      0.382      0.192

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      11/49      3.47G    0.07353    0.01867    0.01567          6        448: 100% 320/320 [00:46<00:00,  6.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.87it/s]
                   all        180       1126      0.614      0.408      0.348      0.181

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      12/49      3.47G    0.07327    0.01853     0.0154          1        448: 100% 320/320 [00:46<00:00,  6.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.90it/s]
                   all        180       1126      0.673      0.355      0.339      0.168

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      13/49      3.47G    0.07238    0.01842    0.01511         12        448: 100% 320/320 [00:46<00:00,  6.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.01it/s]
                   all        180       1126      0.687      0.357       0.35      0.155

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      14/49      3.47G    0.07046    0.01843    0.01471          0        448: 100% 320/320 [00:46<00:00,  6.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.01it/s]
                   all        180       1126      0.639       0.41      0.365      0.183

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      15/49      3.47G    0.07065    0.01917    0.01374         21        448: 100% 320/320 [00:46<00:00,  6.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.04it/s]
                   all        180       1126      0.733      0.361      0.375      0.177

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      16/49      3.47G    0.07063    0.01909    0.01421          0        448: 100% 320/320 [00:46<00:00,  6.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.84it/s]
                   all        180       1126      0.667      0.425      0.427      0.215

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      17/49      3.47G    0.06915    0.01917    0.01404          8        448: 100% 320/320 [00:47<00:00,  6.77it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.83it/s]
                   all        180       1126       0.61      0.393      0.418      0.205

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      18/49      3.47G    0.06882    0.01896    0.01429          3        448: 100% 320/320 [00:46<00:00,  6.83it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.75it/s]
                   all        180       1126       0.57      0.501      0.435      0.209

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      19/49      3.47G    0.06781    0.01814    0.01368         11        448: 100% 320/320 [00:46<00:00,  6.87it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.97it/s]
                   all        180       1126      0.602      0.439      0.392      0.188

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      20/49      3.47G    0.06729    0.01939    0.01319          8        448: 100% 320/320 [00:46<00:00,  6.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.08it/s]
                   all        180       1126      0.562      0.476      0.431      0.208

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      21/49      3.47G    0.06693    0.01918    0.01264         18        448: 100% 320/320 [00:46<00:00,  6.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.88it/s]
                   all        180       1126      0.581      0.443      0.441      0.228

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      22/49      3.47G    0.06558    0.01846    0.01335          0        448: 100% 320/320 [00:45<00:00,  7.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.06it/s]
                   all        180       1126      0.622      0.441      0.546      0.306

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      23/49      3.47G    0.06409    0.01785    0.01272          8        448: 100% 320/320 [00:46<00:00,  6.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.08it/s]
                   all        180       1126      0.649       0.46      0.473       0.25

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      24/49      3.47G     0.0632     0.0169    0.01193          5        448: 100% 320/320 [00:46<00:00,  6.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.03it/s]
                   all        180       1126      0.605      0.454      0.464      0.251

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      25/49      3.47G    0.06442    0.01799    0.01161          4        448: 100% 320/320 [00:46<00:00,  6.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.13it/s]
                   all        180       1126      0.474       0.46      0.558      0.291

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      26/49      3.47G    0.06397    0.01823    0.01252         11        448: 100% 320/320 [00:46<00:00,  6.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.03it/s]
                   all        180       1126      0.464      0.535      0.577      0.291

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      27/49      3.47G    0.06279    0.01831    0.01313          6        448: 100% 320/320 [00:46<00:00,  6.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.06it/s]
                   all        180       1126       0.69      0.452      0.588      0.295

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      28/49      3.47G     0.0618    0.01777    0.01147          6        448: 100% 320/320 [00:46<00:00,  6.91it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.92it/s]
                   all        180       1126      0.583      0.431      0.578      0.269

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      29/49      3.47G    0.06197    0.01749    0.01246          1        448: 100% 320/320 [00:46<00:00,  6.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.95it/s]
                   all        180       1126      0.557      0.461      0.602      0.281

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      30/49      3.47G    0.06191     0.0176    0.01158          4        448: 100% 320/320 [00:46<00:00,  6.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.85it/s]
                   all        180       1126      0.551      0.445      0.575      0.317

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      31/49      3.47G    0.06015    0.01725    0.01106          4        448: 100% 320/320 [00:46<00:00,  6.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.06it/s]
                   all        180       1126      0.506      0.511      0.589      0.307

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      32/49      3.47G    0.06173    0.01794    0.01121          2        448: 100% 320/320 [00:46<00:00,  6.86it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.92it/s]
                   all        180       1126      0.541      0.488      0.595      0.312

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      33/49      3.47G    0.05964    0.01781     0.0103          2        448: 100% 320/320 [00:46<00:00,  6.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.02it/s]
                   all        180       1126      0.557      0.475      0.601      0.301

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      34/49      3.47G    0.05971    0.01766    0.01088         29        448: 100% 320/320 [00:46<00:00,  6.93it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.95it/s]
                   all        180       1126      0.715      0.453      0.589      0.291

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      35/49      3.47G    0.05909    0.01675    0.01072          5        448: 100% 320/320 [00:46<00:00,  6.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.96it/s]
                   all        180       1126      0.472      0.592      0.602      0.316

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      36/49      3.47G    0.05738    0.01626    0.01038         22        448: 100% 320/320 [00:46<00:00,  6.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.07it/s]
                   all        180       1126      0.573      0.446      0.479       0.26

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      37/49      3.47G    0.05761    0.01615    0.01031          6        448: 100% 320/320 [00:46<00:00,  6.96it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.12it/s]
                   all        180       1126      0.508      0.572      0.568      0.275

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      38/49      3.47G    0.05752    0.01692    0.01025          2        448: 100% 320/320 [00:46<00:00,  6.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.17it/s]
                   all        180       1126      0.531      0.545      0.514      0.275

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      39/49      3.47G    0.05627    0.01746   0.009911          7        448: 100% 320/320 [00:46<00:00,  6.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.07it/s]
                   all        180       1126      0.586      0.484      0.579      0.291

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      40/49      3.47G     0.0562    0.01682   0.009725         11        448: 100% 320/320 [00:46<00:00,  6.94it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.12it/s]
                   all        180       1126      0.556      0.467      0.462      0.272

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      41/49      3.47G    0.05551    0.01618   0.009808         11        448: 100% 320/320 [00:46<00:00,  6.95it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.08it/s]
                   all        180       1126      0.535      0.474      0.487      0.297

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      42/49      3.47G    0.05432    0.01603   0.009123          1        448: 100% 320/320 [00:45<00:00,  6.99it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.15it/s]
                   all        180       1126      0.541      0.492       0.49      0.297

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      43/49      3.47G    0.05584    0.01739    0.01002          9        448: 100% 320/320 [00:45<00:00,  6.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.98it/s]
                   all        180       1126      0.566      0.481      0.607      0.326

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      44/49      3.47G    0.05339      0.016   0.009181          5        448: 100% 320/320 [00:45<00:00,  6.98it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.10it/s]
                   all        180       1126      0.507      0.589      0.621      0.345

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      45/49      3.47G     0.0535    0.01637   0.008811          0        448: 100% 320/320 [00:46<00:00,  6.92it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.06it/s]
                   all        180       1126      0.568      0.484      0.619      0.349

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      46/49      3.47G    0.05386    0.01648   0.009426         13        448: 100% 320/320 [00:46<00:00,  6.90it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.85it/s]
                   all        180       1126      0.576      0.495      0.624      0.362

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      47/49      3.47G    0.05389    0.01617   0.009545          6        448: 100% 320/320 [00:46<00:00,  6.82it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.99it/s]
                   all        180       1126      0.534      0.577      0.628      0.375

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      48/49      3.47G    0.05405    0.01646   0.009282          3        448: 100% 320/320 [00:46<00:00,  6.84it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 11.00it/s]
                   all        180       1126      0.532      0.551      0.625      0.373

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      49/49      3.47G    0.05255    0.01642    0.00865         10        448: 100% 320/320 [00:46<00:00,  6.89it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.96it/s]
                   all        180       1126      0.591      0.462       0.62      0.356

50 epochs completed in 0.766 hours.
Optimizer stripped from runs/train/exp/weights/last.pt, 281.0MB
Optimizer stripped from runs/train/exp/weights/best.pt, 281.0MB

Validating runs/train/exp/weights/best.pt...
Fusing layers... 
Model summary: 416 layers, 140057380 parameters, 0 gradients, 208.1 GFLOPs
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 45/45 [00:04<00:00, 10.06it/s]
                   all        180       1126      0.535      0.576      0.628      0.375
             0- person        180        115      0.565      0.565       0.57      0.305
            1- bicycle        180          2      0.075        0.5      0.495      0.347
                2- car        180        751      0.651      0.832      0.831      0.532
         3- motorcycle        180          6      0.336        0.5      0.241      0.123
                5- bus        180          6      0.246        0.5      0.373      0.328
              6- train        180          8      0.661      0.732      0.642      0.496
              7- truck        180         97      0.617      0.773      0.727      0.495
               8- boat        180          1          1          0      0.995      0.398
      9- traffic light        180        140      0.661      0.786      0.775      0.352
Results saved to runs/train/exp
In [3]:
p_yol5 = 0.535
r_yol5 = 0.576
mAP_yolo5 = 0.628

storeResults('YoloV5x6',p_yol5,r_yol5,mAP_yolo5)
In [10]:
# dislaying metrics for train data
from IPython.display import Image
from IPython.display import display
x = Image(filename='runs/train/exp/F1_curve.png')
y = Image(filename='runs/train/exp/PR_curve.png')
z = Image(filename='runs/train/exp/confusion_matrix.png')
display(x, y,z)

Yolo v4

In [11]:
!wandb disabled
!python train.py --img 415 --batch 16 --epochs 50 --data /content/drive/MyDrive/4/data/data.yaml --weights '' --cfg /content/drive/MyDrive/4/yolov4.yaml --cache --workers 2
/bin/bash: line 1: wandb: command not found
2023-12-26 19:42:06.458526: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
2023-12-26 19:42:06.458579: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
2023-12-26 19:42:06.460028: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
train: weights=, cfg=/content/drive/MyDrive/4/yolov4.yaml, data=/content/drive/MyDrive/4/data/data.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=50, batch_size=16, imgsz=415, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=ram, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=2, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
github: up to date with https://github.com/ultralytics/yolov5 ✅
YOLOv5 🚀 v7.0-253-g63555c8 Python-3.10.12 torch-2.1.0+cu121 CUDA:0 (Tesla T4, 15102MiB)

hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Comet: run 'pip install comet_ml' to automatically track and visualize YOLOv5 🚀 runs in Comet
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=10

                 from  n    params  module                                  arguments                     
  0                -1  1       928  models.common.Conv                      [3, 32, 3, 1]                 
  1                -1  1     18560  models.common.Conv                      [32, 64, 3, 2]                
  2                -1  1     20672  models.common.Bottleneck                [64, 64]                      
  3                -1  1     73984  models.common.Conv                      [64, 128, 3, 2]               
  4                -1  2    164608  models.common.Bottleneck                [128, 128]                    
  5                -1  1    295424  models.common.Conv                      [128, 256, 3, 2]              
  6                -1  8   2627584  models.common.Bottleneck                [256, 256]                    
  7                -1  1   1180672  models.common.Conv                      [256, 512, 3, 2]              
  8                -1  8  10498048  models.common.Bottleneck                [512, 512]                    
  9                -1  1   4720640  models.common.Conv                      [512, 1024, 3, 2]             
 10                -1  4  20983808  models.common.Bottleneck                [1024, 1024]                  
 11                -1  1   5245952  models.common.Bottleneck                [1024, 1024, False]           
 12                -1  1   1574912  models.common.SPP                       [1024, 512, [5, 9, 13]]       
 13                -1  1   4720640  models.common.Conv                      [512, 1024, 3, 1]             
 14                -1  1    525312  models.common.Conv                      [1024, 512, 1, 1]             
 15                -1  1   4720640  models.common.Conv                      [512, 1024, 3, 1]             
 16                -2  1    131584  models.common.Conv                      [512, 256, 1, 1]              
 17                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 18           [-1, 8]  1         0  models.common.Concat                    [1]                           
 19                -1  1   1377792  models.common.Bottleneck                [768, 512, False]             
 20                -1  1   1312256  models.common.Bottleneck                [512, 512, False]             
 21                -1  1    131584  models.common.Conv                      [512, 256, 1, 1]              
 22                -1  1   1180672  models.common.Conv                      [256, 512, 3, 1]              
 23                -2  1     33024  models.common.Conv                      [256, 128, 1, 1]              
 24                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 25           [-1, 6]  1         0  models.common.Concat                    [1]                           
 26                -1  1    344832  models.common.Bottleneck                [384, 256, False]             
 27                -1  2    656896  models.common.Bottleneck                [256, 256, False]             
 28      [27, 22, 15]  1     80775  models.yolo.Detect                      [10, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [256, 512, 1024]]
yolov4 summary: 270 layers, 62621799 parameters, 62621799 gradients, 156.3 GFLOPs

AMP: checks passed ✅
WARNING ⚠️ --img-size 415 must be multiple of max stride 32, updating to 416
optimizer: SGD(lr=0.01) with parameter groups 73 weight(decay=0.0), 76 weight(decay=0.0005), 76 bias
albumentations: Blur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))
train: Scanning /content/drive/MyDrive/4/data/train/labels.cache... 639 images, 0 backgrounds, 0 corrupt: 100% 639/639 [00:00<?, ?it/s]
train: Caching images (0.3GB ram): 100% 639/639 [00:02<00:00, 248.75it/s]
val: Scanning /content/drive/MyDrive/4/data/valid/labels.cache... 180 images, 0 backgrounds, 0 corrupt: 100% 180/180 [00:00<?, ?it/s]
val: Caching images (0.1GB ram): 100% 180/180 [00:01<00:00, 153.58it/s]

AutoAnchor: 3.75 anchors/target, 0.999 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Plotting labels to runs/train/exp2/labels.jpg... 
Image sizes 416 train, 416 val
Using 2 dataloader workers
Logging results to runs/train/exp2
Starting training for 50 epochs...

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       0/49      6.05G     0.1127    0.03066    0.06205        141        416: 100% 40/40 [00:17<00:00,  2.27it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.42it/s]
                   all        180       1126   0.000169     0.0105   9.36e-05   3.05e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       1/49      7.49G     0.1088    0.03056    0.05663        141        416: 100% 40/40 [00:14<00:00,  2.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.81it/s]
                   all        180       1126   0.000184     0.0134   0.000112   2.84e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       2/49      7.49G     0.1078    0.03207    0.04927         98        416: 100% 40/40 [00:14<00:00,  2.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.70it/s]
                   all        180       1126   0.000138    0.00991   9.23e-05   2.02e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       3/49      7.49G     0.1059    0.02851    0.04228        128        416: 100% 40/40 [00:14<00:00,  2.71it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:03<00:00,  1.80it/s]
                   all        180       1126   0.000187     0.0135   0.000105   2.97e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       4/49      7.49G     0.1044    0.03074    0.03762        149        416: 100% 40/40 [00:14<00:00,  2.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:03<00:00,  1.61it/s]
                   all        180       1126   0.000414     0.0297   0.000883   0.000209

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       5/49      7.49G      0.102    0.02775    0.03576        160        416: 100% 40/40 [00:14<00:00,  2.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:06<00:00,  1.16s/it]
                   all        180       1126    0.00561     0.0613    0.00443   0.000981

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       6/49      7.49G    0.09918    0.02816    0.03413        128        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.35it/s]
                   all        180       1126       0.69      0.026     0.0131    0.00403

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       7/49      7.49G    0.09593    0.02653    0.03309        100        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.44it/s]
                   all        180       1126      0.795     0.0216     0.0103    0.00289

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       8/49      7.49G    0.09498    0.02678    0.03297        125        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.48it/s]
                   all        180       1126      0.693     0.0254     0.0125    0.00397

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       9/49      7.49G    0.09267    0.02524     0.0308        103        416: 100% 40/40 [00:14<00:00,  2.75it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.38it/s]
                   all        180       1126      0.803     0.0399      0.017     0.0051

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      10/49      7.49G    0.09139    0.02585    0.03006        113        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.47it/s]
                   all        180       1126      0.701     0.0574     0.0308    0.00979

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      11/49      7.49G     0.0886    0.02533    0.02948        112        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.33it/s]
                   all        180       1126      0.721     0.0774     0.0517     0.0174

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      12/49      7.49G    0.08719    0.02452    0.02902        107        416: 100% 40/40 [00:14<00:00,  2.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.44it/s]
                   all        180       1126      0.731     0.0765     0.0534     0.0181

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      13/49      7.49G    0.08518    0.02453    0.02822        139        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.49it/s]
                   all        180       1126      0.721     0.0682     0.0458     0.0152

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      14/49      7.49G    0.08492     0.0246    0.02916         91        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.30it/s]
                   all        180       1126      0.735     0.0849     0.0652     0.0235

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      15/49      7.49G    0.08524     0.0244    0.02801        156        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.49it/s]
                   all        180       1126      0.937     0.0559     0.0736     0.0287

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      16/49      7.49G    0.08353     0.0246    0.02658        123        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.41it/s]
                   all        180       1126      0.868     0.0511     0.0571     0.0219

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      17/49      7.49G    0.08357    0.02397    0.02683        132        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.40it/s]
                   all        180       1126      0.811     0.0937     0.0934     0.0365

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      18/49      7.49G    0.08108    0.02412    0.02699        106        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.38it/s]
                   all        180       1126      0.816     0.0715     0.0791     0.0313

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      19/49      7.49G     0.0804    0.02373    0.02718         88        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.50it/s]
                   all        180       1126      0.753      0.101     0.0792     0.0303

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      20/49      7.49G    0.07864    0.02506    0.02539        150        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.44it/s]
                   all        180       1126      0.826      0.114       0.12     0.0464

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      21/49      7.49G    0.07742    0.02467    0.02443        160        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.48it/s]
                   all        180       1126      0.725      0.104      0.105     0.0391

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      22/49      7.49G    0.07626    0.02347     0.0254        152        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.45it/s]
                   all        180       1126      0.836      0.103      0.119     0.0492

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      23/49      7.49G     0.0749    0.02319    0.02327        136        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.48it/s]
                   all        180       1126      0.803      0.123      0.127     0.0535

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      24/49      7.49G    0.07148    0.02202    0.02261         76        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.48it/s]
                   all        180       1126      0.773      0.126      0.133     0.0505

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      25/49      7.49G    0.06953    0.02378    0.02182        131        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.45it/s]
                   all        180       1126      0.841      0.128       0.15     0.0613

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      26/49      7.49G    0.06877    0.02239    0.02278        115        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.44it/s]
                   all        180       1126      0.836       0.13      0.155     0.0647

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      27/49      7.49G    0.06814    0.02376    0.02358        112        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.48it/s]
                   all        180       1126      0.835       0.12       0.14      0.055

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      28/49      7.49G    0.06578    0.02241    0.02252        142        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.46it/s]
                   all        180       1126      0.835      0.137      0.168     0.0681

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      29/49      7.49G    0.06591    0.02234    0.02193         98        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.45it/s]
                   all        180       1126      0.732      0.142      0.173     0.0714

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      30/49      7.49G    0.06571    0.02242    0.02164        108        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.47it/s]
                   all        180       1126      0.868      0.138      0.175     0.0731

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      31/49      7.49G    0.06346    0.02263    0.02208        100        416: 100% 40/40 [00:14<00:00,  2.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.45it/s]
                   all        180       1126      0.826      0.142      0.159     0.0684

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      32/49      7.49G    0.06293    0.02197    0.02055         79        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.47it/s]
                   all        180       1126      0.854      0.141       0.17     0.0721

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      33/49      7.49G    0.06254    0.02246    0.02048        168        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.44it/s]
                   all        180       1126      0.804      0.143      0.178     0.0779

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      34/49      7.49G    0.06122    0.02248     0.0193        154        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.48it/s]
                   all        180       1126      0.757       0.16      0.178     0.0709

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      35/49      7.49G    0.06106    0.02122    0.01954        137        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.47it/s]
                   all        180       1126      0.877      0.129      0.163     0.0662

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      36/49      7.49G    0.05973    0.02022    0.01958        120        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.48it/s]
                   all        180       1126      0.809      0.156      0.192     0.0796

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      37/49      7.49G    0.05859    0.02087    0.02013        135        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.48it/s]
                   all        180       1126      0.812       0.15      0.199     0.0819

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      38/49      7.49G    0.05928    0.02136    0.01903        129        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.49it/s]
                   all        180       1126      0.828      0.165      0.201     0.0847

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      39/49      7.49G    0.05803    0.02209    0.01888         82        416: 100% 40/40 [00:14<00:00,  2.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.47it/s]
                   all        180       1126       0.85      0.134      0.184     0.0785

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      40/49      7.49G    0.05817    0.02179    0.01867        149        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.48it/s]
                   all        180       1126      0.847      0.134      0.194     0.0854

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      41/49      7.49G    0.05688    0.02091    0.01898        129        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.49it/s]
                   all        180       1126      0.832      0.145      0.201     0.0891

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      42/49      7.49G    0.05671    0.02023     0.0185         83        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.44it/s]
                   all        180       1126      0.862       0.16      0.217     0.0973

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      43/49      7.49G    0.05731    0.02209     0.0197        181        416: 100% 40/40 [00:14<00:00,  2.72it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.49it/s]
                   all        180       1126      0.832      0.161       0.21     0.0939

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      44/49      7.49G    0.05552    0.02073    0.01812        100        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.47it/s]
                   all        180       1126       0.81      0.164      0.207     0.0915

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      45/49      7.49G    0.05432    0.02069    0.01642         91        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.48it/s]
                   all        180       1126       0.82       0.17      0.212     0.0966

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      46/49      7.49G    0.05465    0.02093    0.01794        149        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.47it/s]
                   all        180       1126      0.811       0.17      0.216      0.094

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      47/49      7.49G    0.05482    0.02083    0.01822        172        416: 100% 40/40 [00:14<00:00,  2.74it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.49it/s]
                   all        180       1126      0.793      0.187      0.246      0.114

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      48/49      7.49G    0.05416    0.02084    0.01756        124        416: 100% 40/40 [00:14<00:00,  2.69it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.49it/s]
                   all        180       1126      0.798      0.188       0.25      0.115

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      49/49      7.49G    0.05368    0.02135    0.01664         95        416: 100% 40/40 [00:14<00:00,  2.73it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:02<00:00,  2.48it/s]
                   all        180       1126      0.794      0.191      0.245      0.113

50 epochs completed in 0.267 hours.
Optimizer stripped from runs/train/exp2/weights/last.pt, 125.6MB
Optimizer stripped from runs/train/exp2/weights/best.pt, 125.6MB

Validating runs/train/exp2/weights/best.pt...
Fusing layers... 
yolov4 summary: 197 layers, 62594983 parameters, 0 gradients, 155.5 GFLOPs
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 6/6 [00:03<00:00,  1.58it/s]
                   all        180       1126      0.799      0.187      0.251      0.115
             0- person        180        115      0.625      0.139      0.202     0.0703
            1- bicycle        180          2          1          0     0.0375    0.00978
                2- car        180        751      0.651      0.652      0.676      0.342
         3- motorcycle        180          6          1          0     0.0231     0.0119
                5- bus        180          6          1          0     0.0143    0.00713
              6- train        180          8          1          0      0.421      0.214
              7- truck        180         97      0.407      0.485      0.462      0.221
               8- boat        180          1          1          0          0          0
      9- traffic light        180        140      0.509      0.407      0.419       0.16
Results saved to runs/train/exp2
In [4]:
p_yol5 = 0.799
r_yol5 = 0.187
mAP_yolo5 = 0.256

storeResults('YoloV4',p_yol5,r_yol5,mAP_yolo5)
In [12]:
# dislaying metrics for train data
from IPython.display import Image
from IPython.display import display
x = Image(filename='runs/train/exp2/F1_curve.png')
y = Image(filename='runs/train/exp2/PR_curve.png')
z = Image(filename='runs/train/exp2/confusion_matrix.png')
display(x, y,z)
In [18]:
!zip -r /content/drive/MyDrive/4/file.zip /content/yolov5
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In [15]:
!git clone https://github.com/SunetK/MCD-YOLOv5-joint-DPC
Cloning into 'MCD-YOLOv5-joint-DPC'...
remote: Enumerating objects: 329, done.
remote: Counting objects: 100% (182/182), done.
remote: Compressing objects: 100% (154/154), done.
remote: Total 329 (delta 75), reused 82 (delta 20), pack-reused 147
Receiving objects: 100% (329/329), 338.64 KiB | 2.29 MiB/s, done.
Resolving deltas: 100% (111/111), done.

MC-DAYolo

In [16]:
!wandb disabled
!python train.py --img 415 --batch 4 --epochs 50 --data /content/drive/MyDrive/4/data/data.yaml --weights '' --cfg /content/yolov5/MCD-YOLOv5-joint-DPC/MCD-YOLOv5/models/yolov5x.yaml --cache --workers 2
/bin/bash: line 1: wandb: command not found
2023-12-26 20:03:24.803182: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
2023-12-26 20:03:24.803236: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
2023-12-26 20:03:24.804723: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
train: weights=, cfg=/content/yolov5/MCD-YOLOv5-joint-DPC/MCD-YOLOv5/models/yolov5x.yaml, data=/content/drive/MyDrive/4/data/data.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=50, batch_size=4, imgsz=415, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=ram, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=2, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, seed=0, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
github: up to date with https://github.com/ultralytics/yolov5 ✅
YOLOv5 🚀 v7.0-253-g63555c8 Python-3.10.12 torch-2.1.0+cu121 CUDA:0 (Tesla T4, 15102MiB)

hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Comet: run 'pip install comet_ml' to automatically track and visualize YOLOv5 🚀 runs in Comet
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=10

                 from  n    params  module                                  arguments                     
  0                -1  1      8800  models.common.Conv                      [3, 80, 6, 2, 2]              
  1                -1  1    115520  models.common.Conv                      [80, 160, 3, 2]               
  2                -1  4    309120  models.common.C3                        [160, 160, 4]                 
  3                -1  1    461440  models.common.Conv                      [160, 320, 3, 2]              
  4                -1  8   2259200  models.common.C3                        [320, 320, 8]                 
  5                -1  1   1844480  models.common.Conv                      [320, 640, 3, 2]              
  6                -1 12  13125120  models.common.C3                        [640, 640, 12]                
  7                -1  1   7375360  models.common.Conv                      [640, 1280, 3, 2]             
  8                -1  4  19676160  models.common.C3                        [1280, 1280, 4]               
  9                -1  1   4099840  models.common.SPPF                      [1280, 1280, 5]               
 10                -1  1    820480  models.common.Conv                      [1280, 640, 1, 1]             
 11                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 12           [-1, 6]  1         0  models.common.Concat                    [1]                           
 13                -1  4   5332480  models.common.C3                        [1280, 640, 4, False]         
 14                -1  1    205440  models.common.Conv                      [640, 320, 1, 1]              
 15                -1  1         0  torch.nn.modules.upsampling.Upsample    [None, 2, 'nearest']          
 16           [-1, 4]  1         0  models.common.Concat                    [1]                           
 17                -1  4   1335040  models.common.C3                        [640, 320, 4, False]          
 18                -1  1    922240  models.common.Conv                      [320, 320, 3, 2]              
 19          [-1, 14]  1         0  models.common.Concat                    [1]                           
 20                -1  4   4922880  models.common.C3                        [640, 640, 4, False]          
 21                -1  1   3687680  models.common.Conv                      [640, 640, 3, 2]              
 22          [-1, 10]  1         0  models.common.Concat                    [1]                           
 23                -1  4  19676160  models.common.C3                        [1280, 1280, 4, False]        
 24      [17, 20, 23]  1    100935  models.yolo.Detect                      [10, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [320, 640, 1280]]
YOLOv5x summary: 445 layers, 86278375 parameters, 86278375 gradients, 204.8 GFLOPs

AMP: checks passed ✅
WARNING ⚠️ --img-size 415 must be multiple of max stride 32, updating to 416
optimizer: SGD(lr=0.01) with parameter groups 123 weight(decay=0.0), 126 weight(decay=0.0005), 126 bias
albumentations: Blur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))
train: Scanning /content/drive/MyDrive/4/data/train/labels.cache... 639 images, 0 backgrounds, 0 corrupt: 100% 639/639 [00:00<?, ?it/s]
train: Caching images (0.3GB ram): 100% 639/639 [00:02<00:00, 236.75it/s]
val: Scanning /content/drive/MyDrive/4/data/valid/labels.cache... 180 images, 0 backgrounds, 0 corrupt: 100% 180/180 [00:00<?, ?it/s]
val: Caching images (0.1GB ram): 100% 180/180 [00:01<00:00, 154.65it/s]

AutoAnchor: 3.75 anchors/target, 0.999 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Plotting labels to runs/train/exp3/labels.jpg... 
Image sizes 416 train, 416 val
Using 2 dataloader workers
Logging results to runs/train/exp3
Starting training for 50 epochs...

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       0/49      3.16G     0.1157    0.02883    0.06291         29        416: 100% 160/160 [00:31<00:00,  5.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.72it/s]
                   all        180       1126   0.000187     0.0284   0.000113   3.12e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       1/49      3.16G     0.1146    0.02853    0.06257         26        416: 100% 160/160 [00:26<00:00,  6.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:08<00:00,  2.72it/s]
                   all        180       1126   6.34e-06   0.000148    3.1e-06   6.19e-07

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       2/49      3.16G     0.1119    0.03031    0.06181         21        416: 100% 160/160 [00:26<00:00,  6.00it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:06<00:00,  3.83it/s]
                   all        180       1126   8.76e-05    0.00355   4.67e-05   1.77e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       3/49      3.16G     0.1088    0.02845    0.05963         35        416: 100% 160/160 [00:26<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.44it/s]
                   all        180       1126   0.000206     0.0136   0.000112   3.55e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       4/49      3.16G     0.1073    0.03272    0.05556         23        416: 100% 160/160 [00:26<00:00,  6.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:02<00:00,  8.01it/s]
                   all        180       1126   0.000124    0.00888   7.91e-05   2.16e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       5/49      3.16G     0.1063    0.02969    0.04911         29        416: 100% 160/160 [00:26<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:02<00:00,  7.89it/s]
                   all        180       1126   0.000113    0.00799   6.98e-05   2.09e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       6/49      3.16G     0.1061     0.0308    0.04267         47        416: 100% 160/160 [00:26<00:00,  6.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:02<00:00,  7.76it/s]
                   all        180       1126    0.00015     0.0108   9.89e-05   2.39e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       7/49      3.16G     0.1044    0.02996    0.03713         12        416: 100% 160/160 [00:26<00:00,  6.12it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.61it/s]
                   all        180       1126   0.000171     0.0123   9.91e-05   2.31e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       8/49      3.16G     0.1054    0.03025    0.03627         21        416: 100% 160/160 [00:26<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.61it/s]
                   all        180       1126   0.000214     0.0154   0.000163   4.38e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
       9/49      3.16G     0.1046    0.02929    0.03454          7        416: 100% 160/160 [00:26<00:00,  6.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.71it/s]
                   all        180       1126   0.000212     0.0152   0.000153   3.98e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      10/49      3.16G     0.1044    0.02972     0.0346         35        416: 100% 160/160 [00:26<00:00,  6.13it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.75it/s]
                   all        180       1126     0.0002     0.0144   0.000139   3.92e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      11/49      3.16G     0.1026    0.02931    0.03401         12        416: 100% 160/160 [00:26<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.79it/s]
                   all        180       1126   0.000212     0.0152   0.000143   3.31e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      12/49      3.16G     0.1028    0.02886    0.03285         17        416: 100% 160/160 [00:26<00:00,  6.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.66it/s]
                   all        180       1126    0.00023     0.0166   0.000165   4.16e-05

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      13/49      3.16G     0.1015    0.02814     0.0322         26        416: 100% 160/160 [00:26<00:00,  6.11it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.59it/s]
                   all        180       1126   0.000925     0.0245    0.00053   0.000136

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      14/49      3.16G      0.101    0.02822    0.03288         25        416: 100% 160/160 [00:26<00:00,  6.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:14<00:00,  1.58it/s]
                   all        180       1126    0.00191    0.00399   0.000528   0.000104

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      15/49      3.16G     0.1008    0.02822    0.03211         28        416: 100% 160/160 [00:26<00:00,  6.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:07<00:00,  3.11it/s]
                   all        180       1126      0.124    0.00488    0.00287   0.000681

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      16/49      3.16G    0.09555    0.02773     0.0302         23        416: 100% 160/160 [00:26<00:00,  6.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.38it/s]
                   all        180       1126       0.57     0.0114    0.00629    0.00156

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      17/49      3.16G    0.09376    0.02779    0.03108         34        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.13it/s]
                   all        180       1126      0.577     0.0151     0.0105    0.00289

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      18/49      3.16G    0.09032    0.02834    0.03087         23        416: 100% 160/160 [00:26<00:00,  6.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.78it/s]
                   all        180       1126      0.369     0.0307     0.0207    0.00554

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      19/49      3.16G    0.08742    0.02653     0.0306         14        416: 100% 160/160 [00:26<00:00,  6.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.20it/s]
                   all        180       1126      0.583     0.0241      0.022    0.00649

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      20/49      3.16G    0.08427    0.02864     0.0291         52        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.26it/s]
                   all        180       1126      0.701     0.0437     0.0336     0.0104

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      21/49      3.16G    0.08201     0.0278    0.02962         38        416: 100% 160/160 [00:26<00:00,  6.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.14it/s]
                   all        180       1126      0.721     0.0549     0.0346     0.0101

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      22/49      3.16G    0.08073    0.02622    0.02915         24        416: 100% 160/160 [00:26<00:00,  6.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.20it/s]
                   all        180       1126      0.723     0.0606     0.0382     0.0125

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      23/49      3.16G    0.07842    0.02557    0.02845         21        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.68it/s]
                   all        180       1126      0.934      0.038     0.0392     0.0117

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      24/49      3.16G    0.07652    0.02457    0.02599         20        416: 100% 160/160 [00:26<00:00,  6.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.24it/s]
                   all        180       1126      0.882     0.0471     0.0509     0.0162

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      25/49      3.16G    0.07589    0.02634    0.02656         44        416: 100% 160/160 [00:26<00:00,  6.04it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.05it/s]
                   all        180       1126      0.869     0.0516     0.0532     0.0176

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      26/49      3.16G    0.07488     0.0248    0.02722         29        416: 100% 160/160 [00:26<00:00,  6.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.19it/s]
                   all        180       1126      0.731      0.073     0.0592     0.0224

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      27/49      3.16G    0.07341    0.02631    0.02833         20        416: 100% 160/160 [00:26<00:00,  6.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.15it/s]
                   all        180       1126      0.758     0.0603     0.0585     0.0235

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      28/49      3.16G    0.07101     0.0248    0.02688         16        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.20it/s]
                   all        180       1126      0.736     0.0789     0.0687     0.0276

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      29/49      3.16G    0.07126    0.02508    0.02685         21        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.07it/s]
                   all        180       1126      0.738     0.0818     0.0789     0.0333

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      30/49      3.16G    0.06962    0.02485    0.02663         10        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.17it/s]
                   all        180       1126      0.748     0.0884      0.078     0.0347

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      31/49      3.16G     0.0686    0.02434    0.02711         14        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.03it/s]
                   all        180       1126      0.743     0.0872     0.0902     0.0407

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      32/49      3.16G    0.06767    0.02472    0.02534         16        416: 100% 160/160 [00:26<00:00,  6.06it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.17it/s]
                   all        180       1126      0.763      0.098     0.0839     0.0336

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      33/49      3.16G    0.06724    0.02471    0.02509         38        416: 100% 160/160 [00:26<00:00,  6.09it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.15it/s]
                   all        180       1126      0.761     0.0997      0.103     0.0462

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      34/49      3.16G    0.06699    0.02491    0.02505         41        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.16it/s]
                   all        180       1126      0.761     0.0932     0.0934      0.037

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      35/49      3.16G    0.06602    0.02311     0.0238         14        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.13it/s]
                   all        180       1126       0.76     0.0982     0.0986     0.0366

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      36/49      3.16G    0.06521    0.02265    0.02395         35        416: 100% 160/160 [00:26<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.24it/s]
                   all        180       1126      0.767      0.103      0.115      0.056

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      37/49      3.16G    0.06453    0.02315    0.02497         22        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.17it/s]
                   all        180       1126      0.796     0.0995      0.118     0.0558

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      38/49      3.16G    0.06377    0.02363     0.0235         37        416: 100% 160/160 [00:26<00:00,  6.05it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.22it/s]
                   all        180       1126      0.699       0.11      0.114     0.0512

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      39/49      3.16G    0.06262    0.02458    0.02379         29        416: 100% 160/160 [00:26<00:00,  6.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.15it/s]
                   all        180       1126      0.784      0.112      0.123     0.0532

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      40/49      3.16G    0.06218    0.02454    0.02325         27        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.23it/s]
                   all        180       1126        0.8      0.122       0.13     0.0576

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      41/49      3.16G    0.06148    0.02278    0.02316         46        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.27it/s]
                   all        180       1126      0.795      0.117      0.144     0.0696

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      42/49      3.16G    0.06057    0.02252    0.02142         12        416: 100% 160/160 [00:26<00:00,  6.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.22it/s]
                   all        180       1126      0.769      0.121      0.179     0.0737

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      43/49      3.16G    0.06204    0.02443    0.02282         29        416: 100% 160/160 [00:26<00:00,  6.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.05it/s]
                   all        180       1126      0.795      0.122       0.14     0.0697

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      44/49      3.16G    0.06016    0.02315    0.02329          9        416: 100% 160/160 [00:26<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.97it/s]
                   all        180       1126      0.814       0.12      0.138     0.0616

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      45/49      3.16G    0.05966    0.02336    0.02025         13        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.18it/s]
                   all        180       1126      0.696      0.126      0.143     0.0657

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      46/49      3.16G    0.05842    0.02348    0.02148         37        416: 100% 160/160 [00:26<00:00,  6.08it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.25it/s]
                   all        180       1126      0.814      0.118      0.147     0.0704

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      47/49      3.16G    0.05908    0.02319    0.02223         31        416: 100% 160/160 [00:26<00:00,  6.10it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.24it/s]
                   all        180       1126      0.812      0.124      0.158     0.0765

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      48/49      3.16G    0.05855    0.02297    0.02077         10        416: 100% 160/160 [00:26<00:00,  6.07it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.03it/s]
                   all        180       1126      0.818      0.126      0.161     0.0761

      Epoch    GPU_mem   box_loss   obj_loss   cls_loss  Instances       Size
      49/49      3.16G    0.05734    0.02385    0.02026         21        416: 100% 160/160 [00:26<00:00,  6.03it/s]
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  7.17it/s]
                   all        180       1126      0.714      0.152      0.159     0.0736

50 epochs completed in 0.456 hours.
Optimizer stripped from runs/train/exp3/weights/last.pt, 173.1MB
Optimizer stripped from runs/train/exp3/weights/best.pt, 173.1MB

Validating runs/train/exp3/weights/best.pt...
Fusing layers... 
YOLOv5x summary: 322 layers, 86233975 parameters, 0 gradients, 203.9 GFLOPs
                 Class     Images  Instances          P          R      mAP50   mAP50-95: 100% 23/23 [00:03<00:00,  6.09it/s]
                   all        180       1126      0.812      0.124      0.158     0.0766
             0- person        180        115      0.786     0.0087     0.0598     0.0208
            1- bicycle        180          2          1          0          0          0
                2- car        180        751      0.559      0.586      0.564      0.285
         3- motorcycle        180          6          1          0    0.00404    0.00141
                5- bus        180          6          1          0      0.187      0.126
              6- train        180          8          1          0     0.0931     0.0432
              7- truck        180         97      0.536       0.32      0.333      0.144
               8- boat        180          1          1          0          0          0
      9- traffic light        180        140      0.428        0.2       0.18     0.0676
Results saved to runs/train/exp3
In [5]:
p_yol5 = 0.812
r_yol5 = 0.124
mAP_yolo5 = 0.158

storeResults('MC-DAYolo',p_yol5,r_yol5,mAP_yolo5)
In [17]:
# dislaying metrics for train data
from IPython.display import Image
from IPython.display import display
x = Image(filename='runs/train/exp3/F1_curve.png')
y = Image(filename='runs/train/exp3/PR_curve.png')
z = Image(filename='runs/train/exp3/confusion_matrix.png')
display(x, y,z)

YoloV8

In [2]:
%cd /content
/content
In [3]:
!pip install ultralytics
Collecting ultralytics
  Downloading ultralytics-8.0.229-py3-none-any.whl (663 kB)
     ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 663.2/663.2 kB 7.0 MB/s eta 0:00:00
Requirement already satisfied: matplotlib>=3.3.0 in /usr/local/lib/python3.10/dist-packages (from ultralytics) (3.7.1)
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Requirement already satisfied: py-cpuinfo in /usr/local/lib/python3.10/dist-packages (from ultralytics) (9.0.0)
Collecting thop>=0.1.1 (from ultralytics)
  Downloading thop-0.1.1.post2209072238-py3-none-any.whl (15 kB)
Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib>=3.3.0->ultralytics) (1.2.0)
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Installing collected packages: thop, ultralytics
Successfully installed thop-0.1.1.post2209072238 ultralytics-8.0.229
In [4]:
# Checking the size of images and displaying them
import numpy as np
import cv2
# Image shape in Training
image = cv2.imread('/content/drive/MyDrive/4/data/test/images/GOPR0475_frame_000300_rgb_anon_png.rf.bfa6bd4a07fa77a7f8112d6236838651.jpg')
height = np.size(image, 0)
width = np.size(image, 1)
print ("shape of the training image {}, {}".format(height, width))
# Image shape in validation
image = cv2.imread('/content/drive/MyDrive/4/data/valid/images/GOPR0475_frame_000148_rgb_anon_png.rf.5988210879733a56caea5a33b79c9259.jpg')
height = np.size(image, 0)
width = np.size(image, 1)
print ("shape of the validation image {}, {}".format(height, width))
shape of the training image 1280, 1280
shape of the validation image 1280, 1280
In [5]:
from ultralytics import YOLO

# Load a model
# model = YOLO("yolov8m.yaml")  # build a new model from scratch
model = YOLO("yolov8m.pt")  # load a pretrained model (recommended for training)

# Use the model
results = model.train(data="/content/drive/MyDrive/4/data/data.yaml", epochs=50, imgsz=415)  # train the model
Downloading https://github.com/ultralytics/assets/releases/download/v0.0.0/yolov8m.pt to 'yolov8m.pt'...
100%|██████████| 49.7M/49.7M [00:00<00:00, 219MB/s]
Ultralytics YOLOv8.0.229 🚀 Python-3.10.12 torch-2.1.0+cu121 CUDA:0 (Tesla T4, 15102MiB)
engine/trainer: task=detect, mode=train, model=yolov8m.pt, data=/content/drive/MyDrive/4/data/data.yaml, epochs=50, time=None, patience=50, batch=16, imgsz=415, save=True, save_period=-1, cache=False, device=None, workers=8, project=None, name=train, exist_ok=False, pretrained=True, optimizer=auto, verbose=True, seed=0, deterministic=True, single_cls=False, rect=False, cos_lr=False, close_mosaic=10, resume=False, amp=True, fraction=1.0, profile=False, freeze=None, overlap_mask=True, mask_ratio=4, dropout=0.0, val=True, split=val, save_json=False, save_hybrid=False, conf=None, iou=0.7, max_det=300, half=False, dnn=False, plots=True, source=None, vid_stride=1, stream_buffer=False, visualize=False, augment=False, agnostic_nms=False, classes=None, retina_masks=False, embed=None, show=False, save_frames=False, save_txt=False, save_conf=False, save_crop=False, show_labels=True, show_conf=True, show_boxes=True, line_width=None, format=torchscript, keras=False, optimize=False, int8=False, dynamic=False, simplify=False, opset=None, workspace=4, nms=False, lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=7.5, cls=0.5, dfl=1.5, pose=12.0, kobj=1.0, label_smoothing=0.0, nbs=64, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0, cfg=None, tracker=botsort.yaml, save_dir=runs/detect/train
Downloading https://ultralytics.com/assets/Arial.ttf to '/root/.config/Ultralytics/Arial.ttf'...
100%|██████████| 755k/755k [00:00<00:00, 17.3MB/s]
Overriding model.yaml nc=80 with nc=10

                   from  n    params  module                                       arguments                     
  0                  -1  1      1392  ultralytics.nn.modules.conv.Conv             [3, 48, 3, 2]                 
  1                  -1  1     41664  ultralytics.nn.modules.conv.Conv             [48, 96, 3, 2]                
  2                  -1  2    111360  ultralytics.nn.modules.block.C2f             [96, 96, 2, True]             
  3                  -1  1    166272  ultralytics.nn.modules.conv.Conv             [96, 192, 3, 2]               
  4                  -1  4    813312  ultralytics.nn.modules.block.C2f             [192, 192, 4, True]           
  5                  -1  1    664320  ultralytics.nn.modules.conv.Conv             [192, 384, 3, 2]              
  6                  -1  4   3248640  ultralytics.nn.modules.block.C2f             [384, 384, 4, True]           
  7                  -1  1   1991808  ultralytics.nn.modules.conv.Conv             [384, 576, 3, 2]              
  8                  -1  2   3985920  ultralytics.nn.modules.block.C2f             [576, 576, 2, True]           
  9                  -1  1    831168  ultralytics.nn.modules.block.SPPF            [576, 576, 5]                 
 10                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 11             [-1, 6]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 12                  -1  2   1993728  ultralytics.nn.modules.block.C2f             [960, 384, 2]                 
 13                  -1  1         0  torch.nn.modules.upsampling.Upsample         [None, 2, 'nearest']          
 14             [-1, 4]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 15                  -1  2    517632  ultralytics.nn.modules.block.C2f             [576, 192, 2]                 
 16                  -1  1    332160  ultralytics.nn.modules.conv.Conv             [192, 192, 3, 2]              
 17            [-1, 12]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 18                  -1  2   1846272  ultralytics.nn.modules.block.C2f             [576, 384, 2]                 
 19                  -1  1   1327872  ultralytics.nn.modules.conv.Conv             [384, 384, 3, 2]              
 20             [-1, 9]  1         0  ultralytics.nn.modules.conv.Concat           [1]                           
 21                  -1  2   4207104  ultralytics.nn.modules.block.C2f             [960, 576, 2]                 
 22        [15, 18, 21]  1   3781486  ultralytics.nn.modules.head.Detect           [10, [192, 384, 576]]         
Model summary: 295 layers, 25862110 parameters, 25862094 gradients, 79.1 GFLOPs

Transferred 469/475 items from pretrained weights
TensorBoard: Start with 'tensorboard --logdir runs/detect/train', view at http://localhost:6006/
Freezing layer 'model.22.dfl.conv.weight'
AMP: running Automatic Mixed Precision (AMP) checks with YOLOv8n...
Downloading https://github.com/ultralytics/assets/releases/download/v0.0.0/yolov8n.pt to 'yolov8n.pt'...
100%|██████████| 6.23M/6.23M [00:00<00:00, 86.3MB/s]
WARNING ⚠️ NMS time limit 0.550s exceeded
AMP: checks passed ✅
WARNING ⚠️ imgsz=[415] must be multiple of max stride 32, updating to [416]
train: Scanning /content/drive/MyDrive/4/data/train/labels... 639 images, 0 backgrounds, 0 corrupt: 100%|██████████| 639/639 [00:33<00:00, 18.89it/s]
train: New cache created: /content/drive/MyDrive/4/data/train/labels.cache
albumentations: Blur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))
val: Scanning /content/drive/MyDrive/4/data/valid/labels... 180 images, 0 backgrounds, 0 corrupt: 100%|██████████| 180/180 [00:09<00:00, 19.46it/s]
val: New cache created: /content/drive/MyDrive/4/data/valid/labels.cache
Plotting labels to runs/detect/train/labels.jpg... 
optimizer: 'optimizer=auto' found, ignoring 'lr0=0.01' and 'momentum=0.937' and determining best 'optimizer', 'lr0' and 'momentum' automatically... 
optimizer: AdamW(lr=0.000714, momentum=0.9) with parameter groups 77 weight(decay=0.0), 84 weight(decay=0.0005), 83 bias(decay=0.0)
50 epochs...

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
       1/50      3.17G      1.384      1.644       1.02        130        416: 100%|██████████| 40/40 [00:13<00:00,  2.98it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:02<00:00,  2.13it/s]
                   all        180       1126      0.637      0.301       0.32      0.183

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
       2/50      3.32G       1.32      1.233      1.006        103        416: 100%|██████████| 40/40 [00:08<00:00,  4.47it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.79it/s]
                   all        180       1126      0.532      0.379      0.314      0.176

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
       3/50      3.35G      1.389      1.285      1.033        105        416: 100%|██████████| 40/40 [00:08<00:00,  4.51it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.78it/s]
                   all        180       1126      0.426      0.299      0.304      0.144

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
       4/50      3.36G       1.39      1.238      1.042        156        416: 100%|██████████| 40/40 [00:08<00:00,  4.51it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.78it/s]
                   all        180       1126      0.325       0.31      0.265      0.129

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
       5/50      3.37G        1.4      1.178      1.036        113        416: 100%|██████████| 40/40 [00:08<00:00,  4.49it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.80it/s]
                   all        180       1126      0.524      0.268      0.296      0.152

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
       6/50      3.34G      1.388      1.083      1.029        110        416: 100%|██████████| 40/40 [00:09<00:00,  4.43it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.79it/s]
                   all        180       1126      0.359      0.269      0.294      0.145

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
       7/50      3.37G      1.403      1.073      1.043        109        416: 100%|██████████| 40/40 [00:09<00:00,  4.40it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.84it/s]
                   all        180       1126      0.493      0.264      0.323      0.176

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
       8/50      3.34G      1.357      1.073      1.021         64        416: 100%|██████████| 40/40 [00:09<00:00,  4.34it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.85it/s]
                   all        180       1126      0.311      0.348      0.321      0.176

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
       9/50      3.34G      1.341      1.055      1.031        102        416: 100%|██████████| 40/40 [00:09<00:00,  4.31it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.71it/s]
                   all        180       1126       0.44      0.246       0.29      0.165

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      10/50      3.33G      1.328     0.9945      1.003        134        416: 100%|██████████| 40/40 [00:09<00:00,  4.29it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.63it/s]
                   all        180       1126      0.446       0.31       0.32      0.181

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      11/50      3.34G      1.305     0.9487      1.003        118        416: 100%|██████████| 40/40 [00:09<00:00,  4.33it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.67it/s]
                   all        180       1126      0.462       0.42      0.389      0.225

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      12/50      3.36G      1.311     0.9724      1.002         91        416: 100%|██████████| 40/40 [00:09<00:00,  4.35it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.78it/s]
                   all        180       1126      0.448      0.452      0.397      0.224

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      13/50      3.36G      1.271     0.9184     0.9819        121        416: 100%|██████████| 40/40 [00:09<00:00,  4.39it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.83it/s]
                   all        180       1126      0.527      0.419      0.465       0.27

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      14/50      3.33G      1.234     0.8933     0.9817        154        416: 100%|██████████| 40/40 [00:09<00:00,  4.34it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.85it/s]
                   all        180       1126      0.531      0.475       0.46      0.266

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      15/50      3.37G      1.216     0.8483     0.9697        117        416: 100%|██████████| 40/40 [00:09<00:00,  4.33it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.79it/s]
                   all        180       1126      0.587      0.461      0.442      0.244

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      16/50      3.34G      1.224     0.8664     0.9871        135        416: 100%|██████████| 40/40 [00:09<00:00,  4.30it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.76it/s]
                   all        180       1126      0.403      0.415      0.423       0.25

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      17/50      3.36G      1.208     0.8341     0.9576        110        416: 100%|██████████| 40/40 [00:09<00:00,  4.33it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.66it/s]
                   all        180       1126      0.438      0.475      0.415      0.248

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      18/50      3.35G      1.184     0.8295     0.9535         75        416: 100%|██████████| 40/40 [00:09<00:00,  4.37it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.66it/s]
                   all        180       1126      0.475      0.468      0.436      0.258

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      19/50      3.34G      1.184     0.8278     0.9639         89        416: 100%|██████████| 40/40 [00:09<00:00,  4.35it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.80it/s]
                   all        180       1126      0.484      0.496      0.466      0.281

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      20/50      3.36G      1.167     0.7979     0.9553        104        416: 100%|██████████| 40/40 [00:09<00:00,  4.35it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.80it/s]
                   all        180       1126      0.508      0.471      0.453      0.272

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      21/50      3.36G      1.181     0.8114     0.9519        104        416: 100%|██████████| 40/40 [00:09<00:00,  4.34it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.76it/s]
                   all        180       1126      0.532      0.487       0.53       0.32

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      22/50      3.36G      1.174     0.8005     0.9545        186        416: 100%|██████████| 40/40 [00:09<00:00,  4.31it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.81it/s]
                   all        180       1126      0.464      0.411       0.45      0.256

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      23/50      3.34G      1.182     0.7875     0.9553        152        416: 100%|██████████| 40/40 [00:09<00:00,  4.32it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.74it/s]
                   all        180       1126      0.461      0.417      0.456      0.277

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      24/50      3.33G      1.103     0.7386     0.9393        148        416: 100%|██████████| 40/40 [00:09<00:00,  4.34it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.68it/s]
                   all        180       1126      0.481      0.385      0.446      0.251

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      25/50      3.35G      1.121     0.7596     0.9369         91        416: 100%|██████████| 40/40 [00:09<00:00,  4.37it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.68it/s]
                   all        180       1126      0.533      0.466      0.503      0.307

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      26/50      3.34G      1.108     0.7348     0.9281         62        416: 100%|██████████| 40/40 [00:09<00:00,  4.35it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.80it/s]
                   all        180       1126      0.511      0.566      0.588      0.336

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      27/50      3.37G      1.097     0.7277     0.9303        116        416: 100%|██████████| 40/40 [00:09<00:00,  4.34it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.78it/s]
                   all        180       1126       0.59      0.499      0.554      0.319

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      28/50      3.35G       1.09     0.7071      0.932        112        416: 100%|██████████| 40/40 [00:09<00:00,  4.32it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.78it/s]
                   all        180       1126      0.588      0.537      0.549      0.332

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      29/50      3.34G      1.094     0.6918     0.9337        114        416: 100%|██████████| 40/40 [00:09<00:00,  4.31it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.71it/s]
                   all        180       1126      0.528      0.498      0.493      0.308

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      30/50      3.35G      1.108     0.7076     0.9316        115        416: 100%|██████████| 40/40 [00:09<00:00,  4.33it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.73it/s]
                   all        180       1126      0.528      0.468      0.536      0.352

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      31/50      3.36G      1.074     0.6798     0.9203        117        416: 100%|██████████| 40/40 [00:09<00:00,  4.33it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.68it/s]
                   all        180       1126      0.593      0.506      0.579      0.365

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      32/50      3.37G      1.062     0.6579     0.9166        151        416: 100%|██████████| 40/40 [00:09<00:00,  4.34it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.70it/s]
                   all        180       1126      0.682      0.449       0.57      0.355

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      33/50      3.37G      1.049     0.6574     0.9134         89        416: 100%|██████████| 40/40 [00:09<00:00,  4.35it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.61it/s]
                   all        180       1126       0.56      0.522      0.574       0.37

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      34/50      3.35G      1.065     0.6613      0.922         97        416: 100%|██████████| 40/40 [00:09<00:00,  4.35it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.75it/s]
                   all        180       1126      0.487      0.534      0.545      0.345

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      35/50      3.36G      1.037     0.6435     0.9125        164        416: 100%|██████████| 40/40 [00:09<00:00,  4.33it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.83it/s]
                   all        180       1126      0.574      0.493      0.525      0.339

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      36/50      3.36G       1.04      0.641     0.9114        131        416: 100%|██████████| 40/40 [00:09<00:00,  4.32it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.81it/s]
                   all        180       1126      0.615      0.512      0.541       0.35

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      37/50      3.37G      1.021     0.6218     0.9095        126        416: 100%|██████████| 40/40 [00:09<00:00,  4.34it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.86it/s]
                   all        180       1126      0.695      0.482      0.578      0.359

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      38/50      3.37G      1.002     0.6146        0.9        115        416: 100%|██████████| 40/40 [00:09<00:00,  4.34it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.76it/s]
                   all        180       1126      0.622      0.513      0.567      0.357

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      39/50      3.34G     0.9986     0.6141     0.8971        103        416: 100%|██████████| 40/40 [00:09<00:00,  4.36it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.69it/s]
                   all        180       1126       0.55      0.507      0.539      0.346

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      40/50      3.34G      0.997     0.6052     0.9093        122        416: 100%|██████████| 40/40 [00:09<00:00,  4.36it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.67it/s]
                   all        180       1126      0.583      0.505       0.57      0.366
Closing dataloader mosaic
albumentations: Blur(p=0.01, blur_limit=(3, 7)), MedianBlur(p=0.01, blur_limit=(3, 7)), ToGray(p=0.01), CLAHE(p=0.01, clip_limit=(1, 4.0), tile_grid_size=(8, 8))

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      41/50      3.33G     0.9937     0.5659     0.8935        111        416: 100%|██████████| 40/40 [00:11<00:00,  3.35it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.61it/s]
                   all        180       1126      0.541      0.551      0.598      0.382

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      42/50      3.34G     0.9733     0.5443     0.8906         83        416: 100%|██████████| 40/40 [00:09<00:00,  4.36it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.82it/s]
                   all        180       1126      0.655      0.527      0.612      0.385

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      43/50      3.35G     0.9862     0.5569     0.8828         86        416: 100%|██████████| 40/40 [00:09<00:00,  4.35it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.77it/s]
                   all        180       1126      0.569      0.534      0.573      0.342

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      44/50      3.34G     0.9775     0.5506     0.8855         77        416: 100%|██████████| 40/40 [00:09<00:00,  4.35it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.75it/s]
                   all        180       1126      0.607      0.576      0.606      0.389

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      45/50      3.35G     0.9582      0.534     0.8875         97        416: 100%|██████████| 40/40 [00:09<00:00,  4.36it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.78it/s]
                   all        180       1126      0.662      0.513      0.607      0.384

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      46/50      3.35G     0.9505     0.5276     0.8851         73        416: 100%|██████████| 40/40 [00:09<00:00,  4.36it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.70it/s]
                   all        180       1126      0.647      0.555      0.618      0.394

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      47/50      3.34G     0.9427     0.5185     0.8801         93        416: 100%|██████████| 40/40 [00:09<00:00,  4.36it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.75it/s]
                   all        180       1126       0.61      0.591      0.625       0.39

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      48/50      3.33G     0.9376     0.5057     0.8809         97        416: 100%|██████████| 40/40 [00:09<00:00,  4.37it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.70it/s]
                   all        180       1126       0.59      0.582      0.634      0.398

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      49/50      3.34G     0.9156     0.5019     0.8768         98        416: 100%|██████████| 40/40 [00:09<00:00,  4.37it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.68it/s]
                   all        180       1126      0.615      0.586      0.637      0.399

      Epoch    GPU_mem   box_loss   cls_loss   dfl_loss  Instances       Size
      50/50      3.35G     0.9174     0.4962     0.8708        128        416: 100%|██████████| 40/40 [00:09<00:00,  4.37it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:01<00:00,  3.76it/s]
                   all        180       1126      0.608      0.581      0.638      0.399

50 epochs completed in 0.172 hours.
Optimizer stripped from runs/detect/train/weights/last.pt, 52.0MB
Optimizer stripped from runs/detect/train/weights/best.pt, 52.0MB

Validating runs/detect/train/weights/best.pt...
Ultralytics YOLOv8.0.229 🚀 Python-3.10.12 torch-2.1.0+cu121 CUDA:0 (Tesla T4, 15102MiB)
Model summary (fused): 218 layers, 25845550 parameters, 0 gradients, 78.7 GFLOPs
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 6/6 [00:05<00:00,  1.07it/s]
                   all        180       1126      0.609      0.582      0.638      0.399
             0- person        180        115      0.797      0.391      0.545      0.296
            1- bicycle        180          2      0.186        0.5      0.578      0.339
                2- car        180        751      0.841      0.792      0.862      0.566
         3- motorcycle        180          6      0.616      0.667      0.681      0.354
                5- bus        180          6      0.586       0.71      0.709      0.497
              6- train        180          8      0.871      0.848      0.873       0.67
              7- truck        180         97      0.731       0.73      0.774      0.524
               8- boat        180          1          0          0          0          0
      9- traffic light        180        140      0.856      0.596      0.717       0.35
Speed: 0.1ms preprocess, 4.7ms inference, 0.0ms loss, 0.8ms postprocess per image
Results saved to runs/detect/train
In [6]:
results = model.val()  # evaluate model performance on the validation set
Ultralytics YOLOv8.0.229 🚀 Python-3.10.12 torch-2.1.0+cu121 CUDA:0 (Tesla T4, 15102MiB)
Model summary (fused): 218 layers, 25845550 parameters, 0 gradients, 78.7 GFLOPs
val: Scanning /content/drive/MyDrive/4/data/valid/labels.cache... 180 images, 0 backgrounds, 0 corrupt: 100%|██████████| 180/180 [00:00<?, ?it/s]
                 Class     Images  Instances      Box(P          R      mAP50  mAP50-95): 100%|██████████| 12/12 [00:07<00:00,  1.60it/s]
                   all        180       1126      0.607       0.58      0.635      0.402
             0- person        180        115      0.797      0.391      0.543      0.295
            1- bicycle        180          2      0.187        0.5      0.578      0.339
                2- car        180        751       0.84      0.792      0.861      0.569
         3- motorcycle        180          6      0.617      0.667      0.681      0.354
                5- bus        180          6      0.585       0.71      0.709      0.517
              6- train        180          8      0.871      0.847      0.873       0.67
              7- truck        180         97      0.729       0.72      0.766      0.525
               8- boat        180          1          0          0          0          0
      9- traffic light        180        140      0.837      0.589      0.704      0.351
Speed: 0.1ms preprocess, 10.0ms inference, 0.0ms loss, 2.8ms postprocess per image
Results saved to runs/detect/train2
In [6]:
p_yol5 = 0.607
r_yol5 = 0.58
mAP_yolo5 = 0.635

storeResults('YoloV8',p_yol5,r_yol5,mAP_yolo5)
In [7]:
# dislaying metrics for train data
from IPython.display import Image
from IPython.display import display
x = Image(filename='runs/detect/train/F1_curve.png')
y = Image(filename='runs/detect/train/PR_curve.png')
z = Image(filename='runs/detect/train/confusion_matrix.png')
display(x, y,z)

Comparison

In [7]:
#creating dataframe
import pandas as pd
result = pd.DataFrame({ 'ML Model' : ML_Model,

                       'Precision': precision,
                       'Recall'   : recall,
                       'mAP' : mAP,


                      })
In [8]:
result
Out[8]:
ML Model Precision Recall mAP
0 YoloV5x6 0.535 0.576 0.628
1 YoloV4 0.799 0.187 0.256
2 MC-DAYolo 0.812 0.124 0.158
3 YoloV8 0.607 0.580 0.635

Graph

In [9]:
import numpy as np
In [10]:
classifier = ML_Model
y_pos = np.arange(len(classifier))

Precision

In [12]:
import matplotlib.pyplot as plt2
plt2.barh(y_pos, precision, align='center', alpha=0.5,color='red')
plt2.yticks(y_pos, classifier)
plt2.xlabel('Precision Score')
plt2.title('Classification Performance')
plt2.show()

Recall

In [13]:
import matplotlib.pyplot as plt2
plt2.barh(y_pos, recall, align='center', alpha=0.5,color='yellow')
plt2.yticks(y_pos, classifier)
plt2.xlabel('Recall Score')
plt2.title('Classification Performance')
plt2.show()

mAP

In [14]:
import matplotlib.pyplot as plt2
plt2.barh(y_pos, mAP, align='center', alpha=0.5,color='navy')
plt2.yticks(y_pos, classifier)
plt2.xlabel('mAP')
plt2.title('Classification Performance')
plt2.show()
In [ ]: